List of Papers, Datasets and Code Repositories for Personalized LLMs/Dialogue Agent Research. This repo contains a majority of research works in the personalized dialogue systems field, but it still may not encompass all the noteworthy works.
This repo is under W.I.P. Please feel free to open issues and make PRs!
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RoleInteract: Evaluating the Social Interaction of Role-Playing Agents [Arxiv] [Code]
Hongzhan Chen, Hehong Chen, Ming Yan, Wenshen Xu, Xing Gao, Weizhou Shen, Xiaojun Quan, Chenliang Li, Ji Zhang, Fei Huang, Jingren Zhou
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Large Language Models are Superpositions of All Characters: Attaining Arbitrary Role-play via Self-Alignment [Arxiv] [Code]
Keming Lu, Bowen Yu, Chang Zhou, Jingren Zhou
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Enhancing Role-playing Systems through Aggressive Queries: Evaluation and Improvement [Arxiv]
KYihong Tang, Jiao Ou, Che Liu, Fuzheng Zhang, Di Zhang, Kun Gai
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CharacterEval: A Chinese Benchmark for Role-Playing Conversational Agent Evaluation [Arxiv] [Code]
Quan Tu, Shilong Fan, Zihang Tian, Rui Yan
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CharacterGLM: Customizing Chinese Conversational AI Characters with Large Language Models [Arxiv] [Code]
Jinfeng Zhou, Zhuang Chen, Dazhen Wan, Bosi Wen, Yi Song, Jifan Yu, Yongkang Huang, Libiao Peng, Jiaming Yang, Xiyao Xiao, Sahand Sabour, Xiaohan Zhang, Wenjing Hou, Yijia Zhang, Yuxiao Dong, Jie Tang, Minlie Huang
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ChatPLUG: Open-Domain Generative Dialogue System with Internet-Augmented Instruction Tuning for Digital Human [Arxiv] [Code]
Junfeng Tian, Hehong Chen, Guohai Xu, Ming Yan, Xing Gao, Jianhai Zhang, Chenliang Li, Jiayi Liu, Wenshen Xu, Haiyang Xu, Qi Qian, Wei Wang, Qinghao Ye, Jiejing Zhang, Ji Zhang, Fei Huang, Jingren Zhou
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Large Language Models Meet Harry Potter: A Bilingual Dataset for Aligning Dialogue Agents with Characters [EMNLP2023] [code]
Nuo Chen, Yan Wang, Haiyun Jiang, Deng Cai, Yuhan Li, Ziyang Chen, Longyue Wang, Jia Li
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Building Persona Consistent Dialogue Agents with Offline Reinforcement Learning [EMNLP2023]
Ryan Shea, Zhou Yu
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P5: Plug-and-Play Persona Prompting for Personalized Response Selection [EMNLP2023] [code]
Joosung Lee, Minsik Oh, Donghun Lee
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LiveChat: A Large-Scale Personalized Dialogue Dataset Automatically Constructed from Live Streaming [ACL2023] [code]
Jingsheng Gao, Yixin Lian, Ziyi Zhou, Yuzhuo Fu, Baoyuan Wang
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RECAP: Retrieval-Enhanced Context-Aware Prefix Encoder for Personalized Dialogue Response Generation [ACL2023] [code]
Shuai Liu, Hyundong Cho, Marjorie Freedman, Xuezhe Ma, Jonathan May
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MPCHAT: Towards Multimodal Persona-Grounded Conversation [ACL2023] [code]
Jaewoo Ahn, Yeda Song, Sangdoo Yun, Gunhee Kim
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Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language Models [ACL2023]
Myra Cheng, Esin Durmus, Dan Jurafsky
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Learning to Predict Persona Information for Dialogue Personalization without Explicit Persona Description [ACL2023]
Wangchunshu Zhou, Qifei Li, Chenle Li
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Towards Robust Personalized Dialogue Generation via Order-Insensitive Representation Regularization [ACL2023] [Code]
Liang Chen Hongru Wang Yang Deng Wai Chung Kwan Zezhong Wang Kam-Fai Wong
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Towards Zero-Shot Persona Dialogue Generation with In-Context Learning [ACL2023]
Xinchao Xu, Zeyang Lei, Wenquan Wu, Zheng-Yu Niu, Hua Wu, Haifeng Wang
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SimOAP: Improve Coherence and Consistency in Persona-based Dialogue Generation via Over-sampling and Post-evaluation [ACL2023]
Junkai Zhou, Liang Pang, Huawei Shen, Xueqi Cheng
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Enhancing Personalized Dialogue Generation with Contrastive Latent Variables: Combining Sparse and Dense Persona [ACL2023]
Yihong Tang, Bo Wang, Miao Fang, Dongming Zhao, Kun Huang, Ruifang He, Yuexian Hou
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CharacterChat: Learning towards Conversational AI with Personalized Social Support [Arxiv] [code]
Quan Tu, Chuanqi Chen, Jinpeng Li, Yanran Li, Shuo Shang, Dongyan Zhao, Ran Wang, Rui Yan
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Large Language Models as Source Planner for Personalized Knowledge-grounded Dialogue [Arxiv]
Hongru Wang, Minda Hu, Yang Deng, Rui Wang, Fei Mi, Weichao Wang, Yasheng Wang, Wai-Chung Kwan, Irwin King, Kam-Fai Wong
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PersonaPKT: Building Personalized Dialogue Agents via Parameter-efficient Knowledge Transfer [Arxiv]
Xu Han, Bin Guo, Yoon Jung, Benjamin Yao, Yu Zhang, Xiaohu Liu, Chenlei Guo
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Aligning Language Models to User Opinions [Arxiv]
EunJeong Hwang, Bodhisattwa Prasad Majumder, Niket Tandon
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Toxicity in ChatGPT: Analyzing Persona-assigned Language Models [Arxiv]
Ameet Deshpande, Vishvak Murahari, Tanmay Rajpurohit, Ashwin Kalyan, Karthik Narasimhan
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Learning to Memorize Entailment and Discourse Relations for Persona-Consistent Dialogues [AAAI2023] [Code]
Ruijun Chen, Jin Wang, Liang-Chih Yu, Xuejie Zhang
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When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities [Arxiv]
Jin Chen, Zheng Liu, Xu Huang, Chenwang Wu, Qi Liu, Gangwei Jiang, Yuanhao Pu, Yuxuan Lei, Xiaolong Chen, Xingmei Wang, Defu Lian, Enhong Chen
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LaMP: When Large Language Models Meet Personalization [Arxiv]
Authors: Alireza Salemi, Sheshera Mysore, Michael Bendersky, Hamed Zamani
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Improving Personalized Explanation Generation through Visualization [ACL2022]
Shijie Geng, Zuohui Fu, Yingqiang Ge, Lei Li, Gerard de Melo, Yongfeng Zhang
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There Are a Thousand Hamlets in a Thousand People’s Eyes: Enhancing Knowledge-grounded Dialogue with Personal Memory [ACL2022]
Tingchen Fu, Xueliang Zhao, Chongyang Tao, Ji-Rong Wen, Rui Yan
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Long Time No See! Open-Domain Conversation with Long-Term Persona Memory [ACL2022] [code]
Xinchao Xu, Zhibin Gou, Wenquan Wu, Zheng-Yu Niu, Hua Wu, Haifeng Wang, Shihang Wang
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A Model-agnostic Data Manipulation Method for Persona-based Dialogue Generation [ACL2022]
Yu Cao, Wei Bi, Meng Fang, Shuming Shi, Dacheng Tao
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PAIGE: Personalized Adaptive Interactions Graph Encoder for Query Rewriting in Dialogue Systems [EMNLP2022]
Daniel Biś, Saurabh Gupta, Jie Hao, Xing Fan, Chenlei Guo
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AssistSR: Task-oriented Video Segment Retrieval for Personal AI Assistant [EMNLP2022]
Weixian Lei, Difei Gao, Yuxuan Wang, Dongxing Mao, Zihan Liang, Lingmin Ran, Mike Zheng Shou
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MCP: Self-supervised Pre-training for Personalized Chatbots with Multi-level Contrastive Sampling [EMNLP2022]
Zhaoheng Huang, Zhicheng Dou, Yutao Zhu, Zhengyi Ma
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Persona-Based Conversational AI: State of the Art and Challenges [ICDMW2022]
Junfeng Liu, Christopher Symons, Ranga Raju Vatsavai
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Less is More: Learning to Refine Dialogue History for Personalized Dialogue Generation [NAACL2022]
Hanxun Zhong, Zhicheng Dou, Yutao Zhu, Hongjin Qian, Ji-Rong Wen